Closed-loop flow control in resin transfer molding using real-time numerical process simulations

作者: D.R Nielsen , R Pitchumani

DOI: 10.1016/S0266-3538(01)00213-5

关键词: Real-time simulationArtificial neural networkWork in processBridging (networking)Process simulationComposite materialTransfer moldingMaterials scienceForensic engineeringComputer simulationMechanical engineeringFlow control (fluid)General EngineeringCeramics and Composites

摘要: Real-time feedback control of resin flow through a fibrous preform during the mold-filling step transfer molding offers an effective means eliminating fill-related defects in composite products. Process simulation models have played indirect role control, either off-line determination parameters to be used process, or training artificial neural networks that act as proxy simulators online with process. This paper explores, for first time, use on-the-fly finite-difference-based numerical solution partial differential equations governing mold filling closed-loop control. The simulations are forecast system response real-time, order determine best combination rates at injection ports so steer target schedule performance controller implemented on lab-scale process is demonstrated several configurations and desired fill patterns. study paves way better utilization advances modeling computational infrastructure toward bridging science practice composites processing.

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